Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 705 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 71.7 KiB |
| Average record size in memory | 104.2 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 4 |
| Text | 1 |
| Boolean | 1 |
Academic_Level is highly overall correlated with Age and 1 other fields | High correlation |
Addicted_Score is highly overall correlated with Affects_Academic_Performance and 4 other fields | High correlation |
Affects_Academic_Performance is highly overall correlated with Addicted_Score and 5 other fields | High correlation |
Age is highly overall correlated with Academic_Level and 1 other fields | High correlation |
Avg_Daily_Usage_Hours is highly overall correlated with Addicted_Score and 4 other fields | High correlation |
Conflicts_Over_Social_Media is highly overall correlated with Addicted_Score and 4 other fields | High correlation |
Gender is highly overall correlated with Academic_Level and 1 other fields | High correlation |
Mental_Health_Score is highly overall correlated with Addicted_Score and 4 other fields | High correlation |
Most_Used_Platform is highly overall correlated with Affects_Academic_Performance | High correlation |
Sleep_Hours_Per_Night is highly overall correlated with Addicted_Score and 4 other fields | High correlation |
Student_ID is uniformly distributed | Uniform |
Student_ID has unique values | Unique |
Reproduction
| Analysis started | 2025-10-26 12:01:26.094064 |
|---|---|
| Analysis finished | 2025-10-26 12:01:31.472972 |
| Duration | 5.38 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Student_ID
Real number (ℝ)
Uniform Unique
| Distinct | 705 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 353 |
| Minimum | 1 |
|---|---|
| Maximum | 705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 36.2 |
| Q1 | 177 |
| median | 353 |
| Q3 | 529 |
| 95-th percentile | 669.8 |
| Maximum | 705 |
| Range | 704 |
| Interquartile range (IQR) | 352 |
Descriptive statistics
| Standard deviation | 203.66026 |
|---|---|
| Coefficient of variation (CV) | 0.57694124 |
| Kurtosis | -1.2 |
| Mean | 353 |
| Median Absolute Deviation (MAD) | 176 |
| Skewness | 0 |
| Sum | 248865 |
| Variance | 41477.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 705 | 1 | 0.1% |
| 689 | 1 | 0.1% |
| 688 | 1 | 0.1% |
| 687 | 1 | 0.1% |
| 686 | 1 | 0.1% |
| 685 | 1 | 0.1% |
| 684 | 1 | 0.1% |
| 683 | 1 | 0.1% |
| 682 | 1 | 0.1% |
| 681 | 1 | 0.1% |
| Other values (695) | 695 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 705 | 1 | |
| 704 | 1 | |
| 703 | 1 | |
| 702 | 1 | |
| 701 | 1 | |
| 700 | 1 | |
| 699 | 1 | |
| 698 | 1 | |
| 697 | 1 | |
| 696 | 1 |
Age
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.659574 |
| Minimum | 18 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 19 |
| median | 21 |
| Q3 | 22 |
| 95-th percentile | 23 |
| Maximum | 24 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.3992175 |
|---|---|
| Coefficient of variation (CV) | 0.067727312 |
| Kurtosis | -0.50784411 |
| Mean | 20.659574 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.36890899 |
| Sum | 14565 |
| Variance | 1.9578095 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 20 | 165 | |
| 19 | 163 | |
| 21 | 156 | |
| 22 | 147 | |
| 23 | 34 | 4.8% |
| 24 | 26 | 3.7% |
| 18 | 14 | 2.0% |
| Value | Count | Frequency (%) |
| 18 | 14 | 2.0% |
| 19 | 163 | |
| 20 | 165 | |
| 21 | 156 | |
| 22 | 147 | |
| 23 | 34 | 4.8% |
| 24 | 26 | 3.7% |
| Value | Count | Frequency (%) |
| 24 | 26 | 3.7% |
| 23 | 34 | 4.8% |
| 22 | 147 | |
| 21 | 156 | |
| 20 | 165 | |
| 19 | 163 | |
| 18 | 14 | 2.0% |
Gender
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0014184 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 353 | |
| Male | 352 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 353 | |
| male | 352 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1058 | |
| a | 705 | |
| l | 705 | |
| F | 353 | 10.0% |
| m | 353 | 10.0% |
| M | 352 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3526 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1058 | |
| a | 705 | |
| l | 705 | |
| F | 353 | 10.0% |
| m | 353 | 10.0% |
| M | 352 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3526 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1058 | |
| a | 705 | |
| l | 705 | |
| F | 353 | 10.0% |
| m | 353 | 10.0% |
| M | 352 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3526 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1058 | |
| a | 705 | |
| l | 705 | |
| F | 353 | 10.0% |
| m | 353 | 10.0% |
| M | 352 | 10.0% |
Academic_Level
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
| Undergraduate | |
|---|---|
| Graduate | |
| High School | 27 |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 10.61844 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Undergraduate |
|---|---|
| 2nd row | Graduate |
| 3rd row | Undergraduate |
| 4th row | High School |
| 5th row | Graduate |
Common Values
| Value | Count | Frequency (%) |
| Undergraduate | 353 | |
| Graduate | 325 | |
| High School | 27 | 3.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| undergraduate | 353 | |
| graduate | 325 | |
| high | 27 | 3.7% |
| school | 27 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1356 | |
| d | 1031 | |
| r | 1031 | |
| e | 1031 | |
| t | 678 | |
| u | 678 | |
| g | 380 | 5.1% |
| U | 353 | 4.7% |
| n | 353 | 4.7% |
| G | 325 | 4.3% |
| Other values (8) | 270 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7486 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1356 | |
| d | 1031 | |
| r | 1031 | |
| e | 1031 | |
| t | 678 | |
| u | 678 | |
| g | 380 | 5.1% |
| U | 353 | 4.7% |
| n | 353 | 4.7% |
| G | 325 | 4.3% |
| Other values (8) | 270 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7486 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1356 | |
| d | 1031 | |
| r | 1031 | |
| e | 1031 | |
| t | 678 | |
| u | 678 | |
| g | 380 | 5.1% |
| U | 353 | 4.7% |
| n | 353 | 4.7% |
| G | 325 | 4.3% |
| Other values (8) | 270 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7486 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1356 | |
| d | 1031 | |
| r | 1031 | |
| e | 1031 | |
| t | 678 | |
| u | 678 | |
| g | 380 | 5.1% |
| U | 353 | 4.7% |
| n | 353 | 4.7% |
| G | 325 | 4.3% |
| Other values (8) | 270 | 3.6% |
Country
Text
| Distinct | 110 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 13 |
| Mean length | 6.5460993 |
| Min length | 2 |
Unique
| Unique | 79 ? |
|---|---|
| Unique (%) | 11.2% |
Sample
| 1st row | Bangladesh |
|---|---|
| 2nd row | India |
| 3rd row | USA |
| 4th row | UK |
| 5th row | Canada |
| Value | Count | Frequency (%) |
| india | 53 | 7.0% |
| usa | 40 | 5.3% |
| canada | 34 | 4.5% |
| france | 27 | 3.6% |
| mexico | 27 | 3.6% |
| spain | 27 | 3.6% |
| turkey | 27 | 3.6% |
| ireland | 27 | 3.6% |
| denmark | 27 | 3.6% |
| switzerland | 27 | 3.6% |
| Other values (109) | 436 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 780 | |
| n | 437 | 9.5% |
| e | 326 | 7.1% |
| i | 325 | 7.0% |
| r | 255 | 5.5% |
| d | 231 | 5.0% |
| l | 221 | 4.8% |
| s | 147 | 3.2% |
| S | 141 | 3.1% |
| t | 128 | 2.8% |
| Other values (41) | 1624 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4615 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 780 | |
| n | 437 | 9.5% |
| e | 326 | 7.1% |
| i | 325 | 7.0% |
| r | 255 | 5.5% |
| d | 231 | 5.0% |
| l | 221 | 4.8% |
| s | 147 | 3.2% |
| S | 141 | 3.1% |
| t | 128 | 2.8% |
| Other values (41) | 1624 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4615 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 780 | |
| n | 437 | 9.5% |
| e | 326 | 7.1% |
| i | 325 | 7.0% |
| r | 255 | 5.5% |
| d | 231 | 5.0% |
| l | 221 | 4.8% |
| s | 147 | 3.2% |
| S | 141 | 3.1% |
| t | 128 | 2.8% |
| Other values (41) | 1624 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4615 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 780 | |
| n | 437 | 9.5% |
| e | 326 | 7.1% |
| i | 325 | 7.0% |
| r | 255 | 5.5% |
| d | 231 | 5.0% |
| l | 221 | 4.8% |
| s | 147 | 3.2% |
| S | 141 | 3.1% |
| t | 128 | 2.8% |
| Other values (41) | 1624 |
Avg_Daily_Usage_Hours
Real number (ℝ)
High correlation
| Distinct | 67 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9187234 |
| Minimum | 1.5 |
|---|---|
| Maximum | 8.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 2.82 |
| Q1 | 4.1 |
| median | 4.8 |
| Q3 | 5.8 |
| 95-th percentile | 7 |
| Maximum | 8.5 |
| Range | 7 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 1.2573945 |
|---|---|
| Coefficient of variation (CV) | 0.25563432 |
| Kurtosis | -0.35255351 |
| Mean | 4.9187234 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | 0.16463376 |
| Sum | 3467.7 |
| Variance | 1.581041 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.7 | 31 | 4.4% |
| 4.5 | 30 | 4.3% |
| 4.8 | 29 | 4.1% |
| 4.6 | 28 | 4.0% |
| 4.4 | 27 | 3.8% |
| 4.3 | 23 | 3.3% |
| 4.2 | 23 | 3.3% |
| 4.9 | 20 | 2.8% |
| 5.7 | 19 | 2.7% |
| 3.8 | 19 | 2.7% |
| Other values (57) | 456 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 2.1 | 1 | 0.1% |
| 2.2 | 2 | 0.3% |
| 2.3 | 4 | |
| 2.4 | 4 | |
| 2.5 | 5 | |
| 2.6 | 5 | |
| 2.7 | 5 | |
| 2.8 | 8 |
| Value | Count | Frequency (%) |
| 8.5 | 1 | |
| 8.4 | 1 | |
| 8.3 | 1 | |
| 8.2 | 1 | |
| 8.1 | 1 | |
| 8 | 1 | |
| 7.9 | 1 | |
| 7.8 | 1 | |
| 7.7 | 1 | |
| 7.6 | 1 |
Most_Used_Platform
Categorical
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
| TikTok | |
|---|---|
| Other values (7) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.7829787 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | TikTok |
| 4th row | YouTube |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 249 | ||
| TikTok | 154 | |
| 123 | ||
| 54 | 7.7% | |
| 30 | 4.3% | |
| 21 | 3.0% | |
| 15 | 2.1% | |
| Snapchat | 13 | 1.8% |
| VKontakte | 12 | 1.7% |
| LINE | 12 | 1.7% |
| Other values (2) | 22 | 3.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 249 | ||
| tiktok | 154 | |
| 123 | ||
| 54 | 7.7% | |
| 30 | 4.3% | |
| 21 | 3.0% | |
| 15 | 2.1% | |
| snapchat | 13 | 1.8% |
| vkontakte | 12 | 1.7% |
| line | 12 | 1.7% |
| Other values (2) | 22 | 3.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 764 | |
| k | 488 | 8.9% |
| o | 434 | 7.9% |
| t | 415 | 7.6% |
| T | 360 | 6.6% |
| n | 316 | 5.8% |
| s | 303 | 5.5% |
| I | 282 | 5.1% |
| r | 279 | 5.1% |
| g | 249 | 4.5% |
| Other values (22) | 1597 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5487 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 764 | |
| k | 488 | 8.9% |
| o | 434 | 7.9% |
| t | 415 | 7.6% |
| T | 360 | 6.6% |
| n | 316 | 5.8% |
| s | 303 | 5.5% |
| I | 282 | 5.1% |
| r | 279 | 5.1% |
| g | 249 | 4.5% |
| Other values (22) | 1597 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5487 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 764 | |
| k | 488 | 8.9% |
| o | 434 | 7.9% |
| t | 415 | 7.6% |
| T | 360 | 6.6% |
| n | 316 | 5.8% |
| s | 303 | 5.5% |
| I | 282 | 5.1% |
| r | 279 | 5.1% |
| g | 249 | 4.5% |
| Other values (22) | 1597 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5487 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 764 | |
| k | 488 | 8.9% |
| o | 434 | 7.9% |
| t | 415 | 7.6% |
| T | 360 | 6.6% |
| n | 316 | 5.8% |
| s | 303 | 5.5% |
| I | 282 | 5.1% |
| r | 279 | 5.1% |
| g | 249 | 4.5% |
| Other values (22) | 1597 |
Affects_Academic_Performance
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 837.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 453 | |
| False | 252 |
Sleep_Hours_Per_Night
Real number (ℝ)
High correlation
| Distinct | 59 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8689362 |
| Minimum | 3.8 |
|---|---|
| Maximum | 9.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 3.8 |
|---|---|
| 5-th percentile | 5.02 |
| Q1 | 6 |
| median | 6.9 |
| Q3 | 7.7 |
| 95-th percentile | 8.6 |
| Maximum | 9.6 |
| Range | 5.8 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 1.126848 |
|---|---|
| Coefficient of variation (CV) | 0.16404986 |
| Kurtosis | -0.51981053 |
| Mean | 6.8689362 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | -0.10904033 |
| Sum | 4842.6 |
| Variance | 1.2697865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.2 | 28 | 4.0% |
| 7.3 | 28 | 4.0% |
| 7.4 | 26 | 3.7% |
| 7.5 | 25 | 3.5% |
| 6.7 | 25 | 3.5% |
| 6.8 | 24 | 3.4% |
| 6.5 | 23 | 3.3% |
| 5.8 | 23 | 3.3% |
| 5.9 | 21 | 3.0% |
| 7.8 | 20 | 2.8% |
| Other values (49) | 462 |
| Value | Count | Frequency (%) |
| 3.8 | 1 | 0.1% |
| 3.9 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 4.1 | 2 | |
| 4.2 | 2 | |
| 4.3 | 2 | |
| 4.4 | 2 | |
| 4.5 | 3 | |
| 4.6 | 3 | |
| 4.7 | 3 |
| Value | Count | Frequency (%) |
| 9.6 | 1 | 0.1% |
| 9.5 | 2 | 0.3% |
| 9.4 | 2 | 0.3% |
| 9.3 | 2 | 0.3% |
| 9.2 | 3 | |
| 9.1 | 3 | |
| 9 | 3 | |
| 8.9 | 5 | |
| 8.8 | 6 | |
| 8.7 | 7 |
Mental_Health_Score
Real number (ℝ)
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2269504 |
| Minimum | 4 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1050555 |
|---|---|
| Coefficient of variation (CV) | 0.17746335 |
| Kurtosis | -0.83557411 |
| Mean | 6.2269504 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.049022623 |
| Sum | 4390 |
| Variance | 1.2211476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 6 | 219 | |
| 7 | 178 | |
| 5 | 173 | |
| 8 | 105 | |
| 4 | 29 | 4.1% |
| 9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4 | 29 | 4.1% |
| 5 | 173 | |
| 6 | 219 | |
| 7 | 178 | |
| 8 | 105 | |
| 9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | 0.1% |
| 8 | 105 | |
| 7 | 178 | |
| 6 | 219 | |
| 5 | 173 | |
| 4 | 29 | 4.1% |
Relationship_Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
| Single | |
|---|---|
| In Relationship | |
| Complicated | 32 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 9.9163121 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | In Relationship |
|---|---|
| 2nd row | Single |
| 3rd row | Complicated |
| 4th row | Single |
| 5th row | In Relationship |
Common Values
| Value | Count | Frequency (%) |
| Single | 384 | |
| In Relationship | 289 | |
| Complicated | 32 | 4.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 384 | |
| in | 289 | |
| relationship | 289 | |
| complicated | 32 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 994 | |
| n | 962 | |
| l | 705 | |
| e | 705 | |
| S | 384 | 5.5% |
| g | 384 | 5.5% |
| t | 321 | 4.6% |
| a | 321 | 4.6% |
| o | 321 | 4.6% |
| p | 321 | 4.6% |
| Other values (9) | 1573 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6991 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 994 | |
| n | 962 | |
| l | 705 | |
| e | 705 | |
| S | 384 | 5.5% |
| g | 384 | 5.5% |
| t | 321 | 4.6% |
| a | 321 | 4.6% |
| o | 321 | 4.6% |
| p | 321 | 4.6% |
| Other values (9) | 1573 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6991 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 994 | |
| n | 962 | |
| l | 705 | |
| e | 705 | |
| S | 384 | 5.5% |
| g | 384 | 5.5% |
| t | 321 | 4.6% |
| a | 321 | 4.6% |
| o | 321 | 4.6% |
| p | 321 | 4.6% |
| Other values (9) | 1573 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6991 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 994 | |
| n | 962 | |
| l | 705 | |
| e | 705 | |
| S | 384 | 5.5% |
| g | 384 | 5.5% |
| t | 321 | 4.6% |
| a | 321 | 4.6% |
| o | 321 | 4.6% |
| p | 321 | 4.6% |
| Other values (9) | 1573 |
Conflicts_Over_Social_Media
Real number (ℝ)
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8496454 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.95796779 |
|---|---|
| Coefficient of variation (CV) | 0.33617088 |
| Kurtosis | -0.38337441 |
| Mean | 2.8496454 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.16233999 |
| Sum | 2009 |
| Variance | 0.91770229 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 261 | |
| 2 | 204 | |
| 4 | 174 | |
| 1 | 47 | 6.7% |
| 5 | 15 | 2.1% |
| 0 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.6% |
| 1 | 47 | 6.7% |
| 2 | 204 | |
| 3 | 261 | |
| 4 | 174 | |
| 5 | 15 | 2.1% |
| Value | Count | Frequency (%) |
| 5 | 15 | 2.1% |
| 4 | 174 | |
| 3 | 261 | |
| 2 | 204 | |
| 1 | 47 | 6.7% |
| 0 | 4 | 0.6% |
Addicted_Score
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4368794 |
| Minimum | 2 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.5871649 |
|---|---|
| Coefficient of variation (CV) | 0.24657366 |
| Kurtosis | -0.8944829 |
| Mean | 6.4368794 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.29682849 |
| Sum | 4538 |
| Variance | 2.5190925 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 7 | 209 | |
| 8 | 144 | |
| 5 | 136 | |
| 4 | 83 | 11.8% |
| 6 | 61 | 8.7% |
| 9 | 55 | 7.8% |
| 3 | 16 | 2.3% |
| 2 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 16 | 2.3% |
| 4 | 83 | 11.8% |
| 5 | 136 | |
| 6 | 61 | 8.7% |
| 7 | 209 | |
| 8 | 144 | |
| 9 | 55 | 7.8% |
| Value | Count | Frequency (%) |
| 9 | 55 | 7.8% |
| 8 | 144 | |
| 7 | 209 | |
| 6 | 61 | 8.7% |
| 5 | 136 | |
| 4 | 83 | 11.8% |
| 3 | 16 | 2.3% |
| 2 | 1 | 0.1% |
Interactions
Correlations
| Academic_Level | Addicted_Score | Affects_Academic_Performance | Age | Avg_Daily_Usage_Hours | Conflicts_Over_Social_Media | Gender | Mental_Health_Score | Most_Used_Platform | Relationship_Status | Sleep_Hours_Per_Night | Student_ID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Academic_Level | 1.000 | 0.246 | 0.112 | 0.815 | 0.203 | 0.229 | 0.659 | 0.218 | 0.372 | 0.224 | 0.397 | 0.277 |
| Addicted_Score | 0.246 | 1.000 | 0.958 | -0.170 | 0.838 | 0.951 | 0.225 | -0.950 | 0.455 | 0.209 | -0.788 | 0.032 |
| Affects_Academic_Performance | 0.112 | 0.958 | 1.000 | 0.150 | 0.686 | 0.988 | 0.000 | 0.912 | 0.595 | 0.172 | 0.639 | 0.036 |
| Age | 0.815 | -0.170 | 0.150 | 1.000 | -0.102 | -0.178 | 0.678 | 0.158 | 0.321 | 0.133 | 0.132 | 0.194 |
| Avg_Daily_Usage_Hours | 0.203 | 0.838 | 0.686 | -0.102 | 1.000 | 0.803 | 0.128 | -0.802 | 0.286 | 0.177 | -0.814 | 0.235 |
| Conflicts_Over_Social_Media | 0.229 | 0.951 | 0.988 | -0.178 | 0.803 | 1.000 | 0.128 | -0.908 | 0.431 | 0.211 | -0.723 | 0.128 |
| Gender | 0.659 | 0.225 | 0.000 | 0.678 | 0.128 | 0.128 | 1.000 | 0.105 | 0.451 | 0.000 | 0.147 | 0.000 |
| Mental_Health_Score | 0.218 | -0.950 | 0.912 | 0.158 | -0.802 | -0.908 | 0.105 | 1.000 | 0.341 | 0.161 | 0.734 | -0.041 |
| Most_Used_Platform | 0.372 | 0.455 | 0.595 | 0.321 | 0.286 | 0.431 | 0.451 | 0.341 | 1.000 | 0.281 | 0.200 | 0.285 |
| Relationship_Status | 0.224 | 0.209 | 0.172 | 0.133 | 0.177 | 0.211 | 0.000 | 0.161 | 0.281 | 1.000 | 0.198 | 0.303 |
| Sleep_Hours_Per_Night | 0.397 | -0.788 | 0.639 | 0.132 | -0.814 | -0.723 | 0.147 | 0.734 | 0.200 | 0.198 | 1.000 | 0.170 |
| Student_ID | 0.277 | 0.032 | 0.036 | 0.194 | 0.235 | 0.128 | 0.000 | -0.041 | 0.285 | 0.303 | 0.170 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Student_ID | Age | Gender | Academic_Level | Country | Avg_Daily_Usage_Hours | Most_Used_Platform | Affects_Academic_Performance | Sleep_Hours_Per_Night | Mental_Health_Score | Relationship_Status | Conflicts_Over_Social_Media | Addicted_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 19 | Female | Undergraduate | Bangladesh | 5.2 | Yes | 6.5 | 6 | In Relationship | 3 | 8 | |
| 1 | 2 | 22 | Male | Graduate | India | 2.1 | No | 7.5 | 8 | Single | 0 | 3 | |
| 2 | 3 | 20 | Female | Undergraduate | USA | 6.0 | TikTok | Yes | 5.0 | 5 | Complicated | 4 | 9 |
| 3 | 4 | 18 | Male | High School | UK | 3.0 | YouTube | No | 7.0 | 7 | Single | 1 | 4 |
| 4 | 5 | 21 | Male | Graduate | Canada | 4.5 | Yes | 6.0 | 6 | In Relationship | 2 | 7 | |
| 5 | 6 | 19 | Female | Undergraduate | Australia | 7.2 | Yes | 4.5 | 4 | Complicated | 5 | 9 | |
| 6 | 7 | 23 | Male | Graduate | Germany | 1.5 | No | 8.0 | 9 | Single | 0 | 2 | |
| 7 | 8 | 20 | Female | Undergraduate | Brazil | 5.8 | Snapchat | Yes | 6.0 | 6 | In Relationship | 2 | 8 |
| 8 | 9 | 18 | Male | High School | Japan | 4.0 | TikTok | No | 6.5 | 7 | Single | 1 | 5 |
| 9 | 10 | 21 | Female | Graduate | South Korea | 3.3 | No | 7.0 | 7 | In Relationship | 1 | 4 |
| Student_ID | Age | Gender | Academic_Level | Country | Avg_Daily_Usage_Hours | Most_Used_Platform | Affects_Academic_Performance | Sleep_Hours_Per_Night | Mental_Health_Score | Relationship_Status | Conflicts_Over_Social_Media | Addicted_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 695 | 696 | 23 | Male | Graduate | USA | 5.5 | Yes | 6.7 | 6 | In Relationship | 3 | 7 | |
| 696 | 697 | 21 | Female | Undergraduate | Mexico | 6.3 | TikTok | Yes | 6.2 | 5 | Single | 4 | 8 |
| 697 | 698 | 24 | Male | Graduate | France | 4.8 | No | 7.1 | 7 | In Relationship | 2 | 5 | |
| 698 | 699 | 19 | Female | Undergraduate | Canada | 5.7 | Yes | 6.6 | 6 | Single | 3 | 7 | |
| 699 | 700 | 22 | Male | Graduate | UK | 6.2 | Yes | 6.3 | 5 | Single | 4 | 8 | |
| 700 | 701 | 20 | Female | Undergraduate | Italy | 4.7 | TikTok | No | 7.2 | 7 | In Relationship | 2 | 5 |
| 701 | 702 | 23 | Male | Graduate | Russia | 6.8 | Yes | 5.9 | 4 | Single | 5 | 9 | |
| 702 | 703 | 21 | Female | Undergraduate | China | 5.6 | Yes | 6.7 | 6 | In Relationship | 3 | 7 | |
| 703 | 704 | 24 | Male | Graduate | Japan | 4.3 | No | 7.5 | 8 | Single | 2 | 4 | |
| 704 | 705 | 19 | Female | Undergraduate | Poland | 6.2 | Yes | 6.3 | 5 | Single | 4 | 8 |